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Welcome to Session 14 of our Open RAN series! In this session, we'll introduce supervised machine learning and its application in designing intelligent systems for Open RAN.<br/><br/><br/>Understanding Supervised Machine Learning:<br/>Supervised machine learning is a type of machine learning where the algorithm learns from labeled data. It involves training a model on a dataset that contains input-output pairs, where the input is the data and the output is the corresponding label or target variable. The algorithm learns to map inputs to outputs by finding patterns in the data. In Open RAN, supervised learning can be used for tasks such as predicting network performance based on historical data.<br/><br/>Types of Supervised Machine Learning:<br/>There are two main types of supervised machine learning: classification and regression. In classification, the algorithm learns to categorize data into predefined classes or categories. For example, it can classify network traffic into different application types (e.g., video streaming, web browsing). Regression, on the other hand, involves predicting continuous values or quantities. It is used when the output variable is a real or continuous value, such as predicting the signal strength of a network connection.<br/><br/>Binary and Multi-Class Classification:<br/>Binary classification involves categorizing data into two classes or categories. For example, it can be used to classify network traffic as either malicious or benign. Multi-class classification, on the other hand, involves categorizing data into more than two classes. It can be used to classify network traffic into multiple application types (e.g., video streaming, social media, email).<br/><br/>Regression in Machine Learning:<br/>Regression is a supervised learning technique used for predicting continuous values or quantities. It involves fitting a mathematical model to the data, which can then be used to make predictions. In Open RAN, regression can be used for tasks such as predicting network latency, throughput, or coverage based on various input variables such as network parameters, traffic patterns, and environmental conditions.<br/><br/>Subscribe to \
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Time4Streamin
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CyberPanel
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Sean Paul & Kes - Out Of This World (Music Video)<br/>Sean Paul & Kes team up for the ICC Men's T20 World Cup 2024 Official Anthem 'Out Of This World'! <br/>Stream here: https://ineffable.to/outofthisworld<br/><br/> <br/>2024 Dutty Rock Productions US LLC under exclusive license to Ineffable Records <br/>Produced by Tano<br/>Mixed by Josh Gudwin<br/>Mastered by Dave Kutch<br/> <br/>Lyrics: <br/> <br/>This moment is all that I’ve been dreaming of<br/>Well well focused!<br/>Some way I feel it my soul (In my soul)<br/>Yeahhhhh<br/>One chance is everything we’ve waited for<br/>Sean de Paul<br/>It’s our time so lewwe take it home<br/>And knock it out of this world!<br/>(Ooohhhhhhhh)<br/>Outta this world where we goin’<br/>(Ooohhhhhhhh)<br/>Outta this world yeah<br/>(Ooohhhhhhhh)<br/>Outta this world where we goin’<br/>(Ooohhhhhhhh)<br/>Hey yow!<br/>Yow yow!<br/>So come on lewwe we take it home<br/><br/>So me say we been waitin’ and anticipatin’ just to get a chance so we can be great<br/>kings<br/>No time to waste and no more debating, today today our future creating!<br/>Hear wha me stating we want de rating - hope and a pray nuff deliberating<br/>No play ting it’s been frustrating, so fi see the better inna life we making<br/>Because life is giving and taking, unity and nuff collaborating<br/>You see the boundaries that we breaking (One hundred) when we shoulda be<br/>Celebrating<br/>This moment is all that I’ve been dreaming of<br/>(Outta this world!)<br/>Some way I feel it my soul (In my soul)<br/>(Champion ting)<br/>One chance is everything we’ve waited for<br/>(Right now!)<br/>It’s our time so lewwe take it home<br/><br/>And knock it out of this world!<br/>(Ooohhhhhhhh)<br/>Outta this world where we goin’<br/>(Ooohhhhhhhh)<br/>(I’m tellin you!)<br/>Outta this world yeah<br/>(Ooohhhhhhhh)<br/>Outta this world where we goin’<br/>(To the moon, universe)<br/>(Ooohhhhhhhh)<br/>So come on lewwe we take it home<br/>So we say we gwine win, cuz there’s no way we giving in, (No way)<br/>No giving up - so we say we gonna bring alla the fight where we have from within<br/>No stallin’ so we do it brawlin’<br/>I can hear the greatness calling, so we bawlin’ is an inborn ting,<br/>Champion vibes and we ain’t fallin - listen wha me sing :<br/>Say we depon the grind so you know say we haffi gwaan do it this time!<br/>(This time)<br/>So when we combine - all who don’t see it we a said them ain’t tryin’ (Try try try)<br/>Cau’ The victory is in sight - me a tell you this deh pon mi mind! (pon my mind)<br/>Ah coulda million time them decline we but we still gon climb...to the top!!!<br/>This moment is all that I’ve been dreaming of<br/>Some way I feel it my soul (In my soul)<br/>One chance is everything we’ve waited for<br/>It’s our time so lewwe take it home<br/><br/>And knock it out of this world!<br/>(Ooohhhhhhhh)<br/>Outta this world where we goin’<br/>(Ooohhhhhhhh)<br/>Outta this world yeah<br/>(Ooohhhhhhhh)<br/>Outta this world where we goin’<br/>(Ooohhhhhhhh)<br/>So come on lewwe we take it home<br/> <br/>#seanpaul #kes #ineffablerecords<br/>
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Epiphan Video
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Onsasa Gameplay
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